Multiple Output Regression with Latent Noise

Jussi Gillberg, Pekka Marttinen, Matti Pirinen, Antti J. Kangas, Pasi Soininen, Mehreen Ali, Aki S. Havulinna, Marjo-Riitta Järvelin, Mika Ala-Korpela, Samuel Kaski

Research output: Contribution to journalArticleScientificpeer-review

Original languageEnglish
JournalJournal of Machine Learning Research
Volume17
Issue number1
Pages (from-to)4170-4204
Number of pages35
ISSN1532-4435
Publication statusPublished - 1 Jan 2016
MoE publication typeA1 Journal article-refereed

Fields of Science

  • Bayesian reduced-rank regression, latent signal-to-noise ratio, latent variable models, multiple-output regression, nonparametric Bayes, shrinkage priors, structured noise, weak effects
  • 111 Mathematics
  • 3111 Biomedicine

Cite this

Gillberg, J., Marttinen, P., Pirinen, M., Kangas, A. J., Soininen, P., Ali, M., ... Kaski, S. (2016). Multiple Output Regression with Latent Noise. Journal of Machine Learning Research, 17(1), 4170-4204.
Gillberg, Jussi ; Marttinen, Pekka ; Pirinen, Matti ; Kangas, Antti J. ; Soininen, Pasi ; Ali, Mehreen ; Havulinna, Aki S. ; Järvelin, Marjo-Riitta ; Ala-Korpela, Mika ; Kaski, Samuel. / Multiple Output Regression with Latent Noise. In: Journal of Machine Learning Research. 2016 ; Vol. 17, No. 1. pp. 4170-4204.
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title = "Multiple Output Regression with Latent Noise",
keywords = "Bayesian reduced-rank regression, latent signal-to-noise ratio, latent variable models, multiple-output regression, nonparametric Bayes, shrinkage priors, structured noise, weak effects, 111 Mathematics, 3111 Biomedicine",
author = "Jussi Gillberg and Pekka Marttinen and Matti Pirinen and Kangas, {Antti J.} and Pasi Soininen and Mehreen Ali and Havulinna, {Aki S.} and Marjo-Riitta J{\"a}rvelin and Mika Ala-Korpela and Samuel Kaski",
year = "2016",
month = "1",
day = "1",
language = "English",
volume = "17",
pages = "4170--4204",
journal = "Journal of Machine Learning Research",
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Gillberg, J, Marttinen, P, Pirinen, M, Kangas, AJ, Soininen, P, Ali, M, Havulinna, AS, Järvelin, M-R, Ala-Korpela, M & Kaski, S 2016, 'Multiple Output Regression with Latent Noise', Journal of Machine Learning Research, vol. 17, no. 1, pp. 4170-4204.

Multiple Output Regression with Latent Noise. / Gillberg, Jussi; Marttinen, Pekka; Pirinen, Matti; Kangas, Antti J.; Soininen, Pasi; Ali, Mehreen; Havulinna, Aki S.; Järvelin, Marjo-Riitta; Ala-Korpela, Mika; Kaski, Samuel.

In: Journal of Machine Learning Research, Vol. 17, No. 1, 01.01.2016, p. 4170-4204.

Research output: Contribution to journalArticleScientificpeer-review

TY - JOUR

T1 - Multiple Output Regression with Latent Noise

AU - Gillberg, Jussi

AU - Marttinen, Pekka

AU - Pirinen, Matti

AU - Kangas, Antti J.

AU - Soininen, Pasi

AU - Ali, Mehreen

AU - Havulinna, Aki S.

AU - Järvelin, Marjo-Riitta

AU - Ala-Korpela, Mika

AU - Kaski, Samuel

PY - 2016/1/1

Y1 - 2016/1/1

KW - Bayesian reduced-rank regression, latent signal-to-noise ratio, latent variable models, multiple-output regression, nonparametric Bayes, shrinkage priors, structured noise, weak effects

KW - 111 Mathematics

KW - 3111 Biomedicine

M3 - Article

VL - 17

SP - 4170

EP - 4204

JO - Journal of Machine Learning Research

JF - Journal of Machine Learning Research

SN - 1532-4435

IS - 1

ER -

Gillberg J, Marttinen P, Pirinen M, Kangas AJ, Soininen P, Ali M et al. Multiple Output Regression with Latent Noise. Journal of Machine Learning Research. 2016 Jan 1;17(1):4170-4204.